Uma Manikanta Vabilisetti

About Uma Manikanta Vabilisetti

AI Engineer | Generative AI · Multi-Agent Systems · MLOps · AWS & Azure I build AI systems that actually work in production.With 4+ years of experience across Generative AI, machine learning, and cloud-native development, I specialize in turning complex AI research into scalable, enterprise-ready solutions. My work spans LLM integration, RAG pipeline architecture, multi-agent orchestration, computer vision, and MLOps — delivering measurable outcomes that go beyond demos and prototypes. Master\'s in Data Science — University of Maryland Baltimore County (GPA: 3.7/4.0) WHAT I BUILD Agentic AI Systems — Multi-agent pipelines (MAF, LangGraph, GPT-4.1) automating end-to-end enterprise workflows with deterministic business logic RAG Pipelines — Vector search, embedding generation, semantic reranking, and LLM validation agents for intelligent document processing and deduplication MLOps Platforms — End-to-end ML lifecycle on Azure ML SDK v2 with MLflow, GPU cluster orchestration, and automated artifact pipelines AI-Enabled Automation — Intelligent monitoring, auto-remediation, incident summarization, and runbook generation using Claude Code, GitHub Copilot & AWS Bedrock Computer Vision — YOLO-based object detection achieving 99.5% mAP50 on enterprise document classification RECENT HIGHLIGHTS Reduced manual logistics monitoring by ~95% with a 4-agent GPT-4.1 orchestration system 99.5% mAP50 detection accuracy — YOLO on Azure ML / A100 GPU Enterprise RAG + GPT-4o validation agent for duplicate detection (80%+ precision) 90%+ extraction accuracy on AI-powered document processing & compliance automation CORE STACKLLMs: GPT-4.1, GPT-4o, Claude, AWS Bedrock AgentsFrameworks: LangChain, LangGraph, MAF, FastAPI, StreamlitCloud: Azure (OpenAI, ML, Functions, App Service, AI Search, Azure Machine Learning, AI Serach, Key Valult, Container Registery, App Service, Storage Account) · AWS (Bedrock, S3, Lambda, EKS, ECR)MLOps: Azure ML SDK v2, MLflow, Docker, Azure Container RegistryAI Tools: Claude Code, GitHub CopilotLanguages: Python · SQL · BashOpen to connecting with AI practitioners, engineering leaders, and teams building intelligent systems. v••••••••@gmail.com

Experience

1. Ai Engineer

   Quadrant Technologies

   Sep 2024 — Present · Hyderabad, IN

   Building and deploying production-grade Generative AI, multi-agent orchestration, and computer vision systems on Azure and AWS. PROJECT HIGHLIGHTS Multi-Agent Logistics Automation (AI-Enabled DevOps)Architected a 4-agent GPT-4.1 orchestration system (MAF GroupChat) that auto-detects supply chain delays from Microsoft Fabric Lakehouse (Gold Layer SQL), applies 60-min grace periods & ETA lookback logic, and dispatches threaded alerts via Microsoft Graph API — reducing manual monitoring by ~95%. Exposed as FastAPI REST API; containerized with Docker on Azure App Service. MLOps — Geotechnical Document AI (YOLO on Azure ML)End-to-end MLOps pipeline on Azure ML SDK v2: versioned Docker/conda environments, MLflow tracking, A100 GPU cluster management. Trained 3 YOLO variants achieving 99.5% mAP50 / 0.944 mAP50-95. Cut wasted compute ~35% via early stopping & batch scaling (8→4→2). RAG Pipeline — AI Duplicate DetectionSQL → Azure OpenAI embeddings → Azure AI Search (k-NN) → custom Python reranker → GPT-4o validation agent (MERGE/REVIEW, 80%+ precision). Self-serve FastAPI + Streamlit UI. Intelligent Document Processing & Compliance AutomationServerless pipeline (Azure Functions + Blob Storage) with Azure Document Intelligence + GPT compliance prompting — 90%+ JSON extraction accuracy on PDF/PNG documents. Grocery Flyer Extraction — GPT-4.1 VisionSpatial mapping algorithm for price-product association across multi-page PDFs (90%+ accuracy). Streamlit human-in-the-loop review + Azure AI Search with deduplication. GPT-4.1/4o · Claude Code · LangChain · LangGraph · MAF · Azure ML · MLflow · YOLO · Docker · FastAPI · Azure OpenAI · Microsoft Fabric · Python

Education

• University of Maryland Baltimore County

  Master of Science - MS

• KL University

  Bachelor of Science